Volition

Mission

Full project lifecycle agentic frameworks and prompt libraries that utilize volitional action of agents to provide structured outputs via deliverables or downstream field generation via sub-agents. Creates reusable templates to accomplish complex tasks that may compound and complete other complex tasks down the road.

The Volitional Deliverable F(x) Machine

The building block of the human-monitored Agent:

1. User provides .yaml (user configured)
2. YAML configures XML (prompt library provided)
   • Functions have detailed output specifications
3. Runtime execution via deliverables export
4. Deployment to user environments (manual/automatic)

Core Manifesto

• Version Control First: Mutable, repeatable prompts from scratch with dynamic fields
• Function-Like Interaction: Inputs beget outputs in a predictable, machine-like manner
• Generalized Templates: Larger generalized templates over specialized ones
• Work Breakdown Structure: Complex outputs reduced to simple, manageable deliverables
• Omni-Channel Vision: Agents push to multiple environments seamlessly
• Multi-Modal Approach: Vision, auditory, speech, visuals, touch integration
• Tested Libraries: Version controlled prompt libraries over iterative MVPs
• One-Click Orchestration: Streamlined execution over continual prompting

Linguistic Framework for Agent Design

The Human-as-Machine Model

Understanding data structures in LLMs through linguistic structures, optimized for human language and communication patterns backed by neuroscience and biomimicry.

1. Linguistic Components

• Nouns (Entities/Objects): Deliverables, knowledge bases, scopes, WBS components
• Verbs (Actions/Processes): Analyze, execute, refactor, optimize, deploy
• Adjectives (Properties/Verticals): Technical, architectural, strategic
• Adverbs (Modifiers): Iteratively, incrementally, collaboratively
• Prepositions (Relationships): Within scope, across teams, through processes
• Interrogatives (Questions): How, what, who, when, where, why

2. Brain-Computer Architecture Parallels

Volitional and Reflexive Synapses

Core Mappings:

• Working memory ↔ RAM (volatile, immediate access)
• Long-term memory ↔ Disk writes (persistent storage)
• Visual processing ↔ Graphics pipeline (hierarchical extraction)
• Motor cortex ↔ Action/Tool execution layer

Key Insight: Motor preparation as cache - the brain pre-computes movement patterns before execution, mapping directly to:

• Function call preparation in LLMs
• Tool-use priming through context
• Pre-computed responses for common patterns

3. Project Architecture

Projects as organized memory and action structures:

• WBS as Brain Repository: The things your brain composes to create volitional action
• Configured Templates: Runtime-ready plans called “Volitions”
• Cascading Runbooks: Volitions nesting into larger workflows
• Dynamic Fields: Self-configuring parameters for future runtimes

Technical Implementation

Configuration Pipeline

# User-provided YAML
volition:
  name: "Project Scaffold"
  type: "development"
  outputs:
    - deliverable: "architecture_doc"
    - deliverable: "test_suite"
    - deliverable: "deployment_config"

XML Prompt Library

Detailed function specifications with:

• Input parameters
• Processing logic
• Output schemas
• Error handling
• Multi-modal interfaces

Deliverable Export

• Structured outputs to multiple environments
• Version-controlled artifacts
• Automated or manual deployment
• Cross-platform compatibility

Use Cases

1. Software Development: Complete project scaffolding with architecture, tests, and deployment
2. Content Creation: Multi-format content generation with consistent voice
3. Research Projects: Structured research outputs with citations and analysis
4. Business Process: Automated workflow generation and optimization
5. Educational Content: Curriculum development with assessments and materials

Integration Points

• Version Control Systems: Git, SVN for prompt library management
• CI/CD Pipelines: Automated deliverable deployment
• Project Management Tools: JIRA, Asana integration for WBS
• Documentation Systems: Automated doc generation
• Multi-Modal Platforms: Voice, visual, and text interfaces

Future Vision

Volition aims to bridge the gap between human intention and machine execution, creating a seamless flow from thought to deliverable through linguistically-optimized, neuroscience-backed agent frameworks that understand and replicate human cognitive patterns in project execution.